{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import glob\n",
    "from config import data_root\n",
    "from visualize import visualize_reg_act, visualize_age_gender_income, visualize_device_usage, visualize_purchase_categories\n",
    "import os\n",
    "from utils import Timer\n",
    "from preprocess import preprocess_dataframe, visualize_preprocessing_report"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "读取文件耗时:213.3787486553192\n"
     ]
    }
   ],
   "source": [
    "# 获取所有 Parquet 文件路径\n",
    "parquet_files = glob.glob(os.path.join(data_root, \"10G_data_new/*.parquet\"))\n",
    "\n",
    "with Timer(\"读取文件\") as timer:\n",
    "    # 读取并合并所有文件\n",
    "    ddf = pd.concat([pd.read_parquet(f) for f in parquet_files], ignore_index=True)\n",
    "print(f\"{timer.name}耗时:{timer.duration}\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "数据前若干条的实例:\n",
      "         id                 last_login   user_name fullname  \\\n",
      "0  28125000  2024-10-21T19:05:33+00:00       KCQVU       宗英   \n",
      "1  28125001  2024-12-05T03:54:37+00:00   WSJLKRIXL      马紫琳   \n",
      "2  28125002  2025-03-07T06:50:00+00:00       WGHVC      井泽瑜   \n",
      "3  28125003  2024-10-22T21:51:11+00:00  XDOAHKHHDB      郜雨婷   \n",
      "4  28125004  2024-10-27T11:30:11+00:00  SUWDKKOGBG       阚心   \n",
      "\n",
      "                  email  age     income gender country  \\\n",
      "0  cjsbvycs@outlook.com   53  425107.60      女     俄罗斯   \n",
      "1       dtaemggc@qq.com   62   49277.73      女     俄罗斯   \n",
      "2  gnifnixd@outlook.com   80  123894.71      女      英国   \n",
      "3  jfnrasmj@hotmail.com   67  895967.05      男    澳大利亚   \n",
      "4  pogglrnk@hotmail.com   92  571781.85      男    澳大利亚   \n",
      "\n",
      "                           address  \\\n",
      "0                     安徽省绍兴学院路139号   \n",
      "1                     海南省绥化环城路688号   \n",
      "2               香港特别行政区巴彦淖尔车间路706号   \n",
      "3  Non-Chinese Address Placeholder   \n",
      "4                新疆维吾尔自治区晋中商业街433号   \n",
      "\n",
      "                                    purchase_history  is_active  \\\n",
      "0  {\"avg_price\":5691,\"categories\":\"音响\",\"items\":[{...       True   \n",
      "1  {\"avg_price\":2065,\"categories\":\"婴儿用品\",\"items\":...      False   \n",
      "2  {\"avg_price\":6764,\"categories\":\"调味品\",\"items\":[...       True   \n",
      "3  {\"avg_price\":2790,\"categories\":\"户外装备\",\"items\":...       True   \n",
      "4  {\"avg_price\":5872,\"categories\":\"厨具\",\"items\":[{...      False   \n",
      "\n",
      "  registration_date      phone_number  \\\n",
      "0        2024-03-10  +7 510 989-99-65   \n",
      "1        2020-10-24  +7 844 090-72-52   \n",
      "2        2020-04-23   +44 5839 238150   \n",
      "3        2020-07-26   +61 570 362 577   \n",
      "4        2020-12-04   +61 073 441 403   \n",
      "\n",
      "                                       login_history  \n",
      "0  {\"avg_session_duration\":37,\"devices\":[\"mobile\"...  \n",
      "1  {\"avg_session_duration\":19,\"devices\":[\"desktop...  \n",
      "2  {\"avg_session_duration\":96,\"devices\":[\"desktop...  \n",
      "3  {\"avg_session_duration\":84,\"devices\":[\"desktop...  \n",
      "4  {\"avg_session_duration\":43,\"devices\":[\"desktop...  \n",
      "数据的列名:\n",
      "Index(['id', 'last_login', 'user_name', 'fullname', 'email', 'age', 'income',\n",
      "       'gender', 'country', 'address', 'purchase_history', 'is_active',\n",
      "       'registration_date', 'phone_number', 'login_history'],\n",
      "      dtype='object')\n"
     ]
    }
   ],
   "source": [
    "print(\"数据前若干条的实例:\")\n",
    "print(ddf.head())\n",
    "\n",
    "print(\"数据的列名:\")\n",
    "print(ddf.columns)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1400x700 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "可视化-注册数和活跃率的组合图耗时:97.50578308105469s\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 640x480 with 0 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1500x600 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "可视化-年龄和收入分布的组合图耗时:6.59216570854187s\n",
      "Sample login_history data: {\"avg_session_duration\":37,\"devices\":[\"mobile\",\"tablet\"],\"first_login\":\"2025-01-24\",\"locations\":[\"home\",\"travel\"],\"login_count\":67,\"timestamps\":[\"2025-01-24 15:45:00\",\"2025-01-28 16:34:00\",\"2025-02-01 22:01:00\",\"2025-02-05 12:45:00\",\"2025-02-09 22:11:00\",\"2025-02-13 17:25:00\",\"2025-02-17 23:03:00\",\"2025-02-21 14:43:00\",\"2025-02-25 23:32:00\",\"2025-03-01 22:46:00\",\"2025-03-05 13:25:00\",\"2025-03-09 22:21:00\",\"2025-03-13 13:25:00\",\"2025-03-17 22:38:00\",\"2025-03-21 23:13:00\"]}\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x800 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "可视化-设备使用分布饼图耗时:243.5028383731842s\n",
      "Sample purchase_history data: {\"avg_price\":5691,\"categories\":\"音响\",\"items\":[{\"id\":5989},{\"id\":9928},{\"id\":2054},{\"id\":8957}],\"payment_method\":\"云闪付\",\"payment_status\":\"已支付\",\"purchase_date\":\"2024-04-18\"}\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1200x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "可视化-商品类别分布条形图耗时:174.2772922515869s\n"
     ]
    }
   ],
   "source": [
    "vis_save_dir = './figs/10gb_data'\n",
    "\n",
    "#可视化-注册数和活跃率的组合图\n",
    "visualize_reg_act(ddf, vis_save_dir)\n",
    "#可视化-年龄和收入分布的组合图\n",
    "visualize_age_gender_income(ddf, vis_save_dir)\n",
    "#可视化-设备使用分布饼图\n",
    "visualize_device_usage(ddf, vis_save_dir)\n",
    "#可视化-商品类别分布条形图\n",
    "visualize_purchase_categories(ddf, vis_save_dir)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "================================================================================\n",
      "数据预处理报告\n",
      "================================================================================\n",
      "原始数据量: 45000000 行, 15 列\n",
      "\n",
      "缺失值统计:\n",
      "\n",
      "================================================================================\n",
      "预处理完成摘要:\n",
      "原始数据量: 45000000 行\n",
      "预处理后数据量: 45000000 行\n",
      "删除数据量: 0 行 (0.00%)\n",
      "================================================================================\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/wuwei/homework/datamining/datamining-homework1/preprocess.py:294: UserWarning: Attempting to set identical low and high xlims makes transformation singular; automatically expanding.\n",
      "  axes[0, 0].set_xlim(0, max(missing_data['缺失比例']) * 1.1)\n",
      "/home/wuwei/homework/datamining/datamining-homework1/preprocess.py:305: UserWarning: Attempting to set identical low and high xlims makes transformation singular; automatically expanding.\n",
      "  axes[0, 1].set_xlim(0, max(anomaly_data['异常比例']) * 1.1)\n"
     ]
    },
    {
     "data": {
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ePvGJT+Twww/P+eefn+TdpwRvvvnmfP/7389RRx2VLbbYIhdeeGHxWuPGjcsFF1yQn/3sZ7nwwgszfvz4dOvWLXPmzMmcOXOSvPuXo9dcc03++c9/NqtzyZIlWbp0aUaNGpVDDz00I0eOTJcuXZIk8+fPz+OPP54XX3yx2TsFAQAA1kWFQiFPPPFE9ttvv3zzm98svqPvvX1NTU3LtFnetvc0Njbm0UcfzV133ZXOnTs322ecB/DxY3pPAChR//znP1Ne/v/+p/yxxx7Ll770pVx//fXZeOONkySnnXZa3nzzzey999557LHHsvvuu6dnz565995785nPfKbZ+crKyvLDH/4whx56aC6++OJmL27/6le/mq9//es57rjj0rZt2yTJZpttlm222SY9evQoPhm48cYb58QTTyy2a2xsTFNTU+bMmZPrr78+N954Y/bZZ5/i/vbt2+c73/lOevTokS9+8Yst/yEBAACUkO9+97sZN25cfvSjH+XLX/5ys32LFy/O4sWLl2nToUOHHHnkkc22LVq0KAsXLkx5eXnOOOOMtG/fvvhuwPcY5wF8/JQVvFUVAD4WlixZkn/+85/F9yj8pzfeeCMbbLBBZs+e3SzMAwAA4KOjUCikrKystcsAoEQJ/QAAAAAAAKDEeacfAAAAAAAAlDihHwAAAAAAAJQ4oR8AAAAAAACUOKEfAAAAAAAAlDihHwAAAAAAAJQ4oR8AAAAAAACUOKEfAAAAAAAAlDihHwAAAAAAAJQ4oR8AAAAAAACUOKEfAAAAAAAAlDihHwAAAAAAAJQ4oR8AAAAAAACUOKEfAAAAAAAAlDihHwAAAAAAq23JkiWtXQIAyyH0AwAAAABoYYsWLUqS/P3vf89NN92UJJk3b15x/8MPP5x33nlnhe3nzZuX8847L7NmzVqzhb4PjY2N2X777XP22We/77b33HNPs7DwscceyxNPPNGS5QGs84R+AAAAAAAt6J///Ge23XbbvP766xk7dmyuvPLKJMmgQYNyww03JEmOPvroXHDBBSs8x+LFi3PGGWekvr4+SXLuueemrKxshcvw4cOXOcfQoUOz3nrrZYcddljhstFGG+Xzn//8Mm3nz5+fxsbGFAqF4rby8vJ85jOfyW9+85s0NjY2O37p0qVZtGjRcp8CfO2113LAAQfk0ksvLW67+OKLc/nll6/sYwTgfSpv7QIAAAAAAD5O/uu//iuf+9zncvrpp2e77bZLRUVFnnrqqbz88sv5yle+krfeeivTpk3LV77ylRWeo6KiIknSps27z21UVlbmkEMOyejRo5c5dujQoamsrFxme4cOHbL55pvn0EMPXeF1HnzwwSxdurTZtnnz5qVLly4rvcd27dotd/sVV1yR73//+822XX755enTp09++MMfFrdVVlambdu2zY7717/+lc0222yl1wVgxYR+AAAAAAAtaNSoUdlss83Svn37PPnkk3njjTfyyCOPZPDgwbn11lvTqVOn1NTUZNNNN83cuXOTvDt1ZseOHfPKK6/kiSeeKD5hN2rUqHTu3Dnz58//QLW0b98+3bt3X+H+Tp06pa6ubpltkyZNSocOHfLmm2+mT58+uf/++3PEEUcUpxs98sgjs9566+XnP/95lixZksbGxixevDjrrbdes3PNnj071113XX7yk58Ug8zlef3117Pzzjvn+OOPzznnnPOB7hVgXSf0AwAAAABoQU899VReeOGFzJw5M88991y6d++exx9/PE1NTXnsscfS2NiYuXPnLhOQ3XTTTenWrVseeeSR4hN+48aNS3l5efr27Zvbb7895eXL/pNuU1NTTj311GW2L168OC+88EIuvvjiFdY6e/bsbLnlls22lZWVZZNNNsnDDz+cQYMG5Y477khVVVWSFAPEioqKVFZW5tVXX83hhx+e3//+99lxxx2XOf+pp56aefPmZaeddlphDQ0NDTnkkEPSpUuXDB06dIXHAbByZYX/nJQZAAAAAIAP7bXXXstee+2Vzp07p2vXrtl2223zP//zP+nRo0d69uyZX/ziF/nWt76V5N2n8R544IHsuuuuxVDvvSk2J0+enP79++cXv/hFHn300eL0nvfee2+uu+66jBo1aplr19fXp3379iucgnN5mpqasmDBgnTu3DlJUltbm1122SXrrbdexo4dm/vuuy8HHnhg8QnEgw8+ON27d89FF12UvfbaK6+99lr+8pe/NAv3xo4dmz333DOFQiEPP/xw9thjj+K+IUOGpLy8PNdee22+9KUv5bnnnstf//rXbL755u/vgwagyJN+AAAAAAAtpFAo5NZbb80PfvCDHH/88amqqsro0aPTu3fv7Lnnnjn++OMzb9681NbWJkneeeedNDQ0ZMMNN1zuU3yvvfZaTjzxxPzXf/1Xs+0LFizIq6++WlxvbGxMoVBIu3btsuOOO2bGjBnp2LFjqqqqik8NrsiiRYtSW1ubDTfcMK+88koWL16cwYMHp76+PmPHjk27du3S1NSU5N1wsE2bNmlsbExjY2O6du2av/zlL/nsZz+bffbZJ88991z69u2bqVOn5vDDD8+3vvWtXH/99cu97rx587L//vvn5ZdfzkMPPSTwA/iQhH4AAAAAAC1k/vz5ueeee3LVVVfl4IMPzllnnZX99tsvp59+ejbZZJOcffbZ6dmzZ5555pkk777Lrm3btunbt2+z8/z73/9Okhx00EH5n//5nzQ1NeUPf/hDysrKmh33n+sjRozIaaedlldeeSVJ8oc//CHTp09fZc1dunQpPnWYvDt15xFHHJGBAwdmgw02SPJuMJi8OxVnhw4dsmjRoixcuDBJst566+Wee+7JHXfcUbyP2267Leuvv34uu+yyFYZ+d955Z7bccss8/vjjGTBgwCrrBGDlTO8JAAAAfGizZ8/OTjvtlIcffjj9+/df6bFnnXVWzj777GW2/9+p3wBK1csvv5zy8vI8/fTTOfLII/Pggw9mwIABmTt3bs4888wceuihOfnkkzNt2rSMHj06Z5xxRl566aUkybRp0/KLX/wiV199dRYtWpTHH388n/rUp3LqqaemtrY2F1xwQZLk7rvvzsUXX5yHH344SbJkyZJUVFSkurq6WMegQYPSqVOnfOMb30jy7lN6hxxySK6++upimHffffflL3/5SyZNmrTMfdTW1qahoSHt2rXLggULMmvWrPTr1y9lZWV544030rZt26y//vpJko4dO6aioqJZ+/r6+nTp0iXl5eV54IEHit/xo0aNytChQzNgwICMHTs2NTU1LffhA6zDPOkHAAAAfCizZ8/OF7/4xUyZMmW1jj/ttNNywgknFNenTp2avffeO5/4xCfWTIEAa9lnP/vZ1NfXZ8mSJSkvL89+++2XQqGQBQsW5KmnnsrAgQMzdOjQ/OMf/8hjjz2W3Xbbrdj2b3/7W2655ZbcdNNN+epXv5oNN9wwSTJ37tz06tWrGJB16tQpbdu2XWlgVlFRkYceeijPPfdcs+0jRowovu+vrq4u3bp1W277c889N5dccskq73f99dfP888/n549ezbb3qVLl2brr776ak455ZTcdddd6dGjR7bddluBH0ALWvlkzgAAAACrMGTIkBx++OGrfXz79u1TU1NTXK688sqccMIJzZ5OAShls2bNyrRp09KhQ4c8/fTTmTdvXq688spsvPHG2WmnnVJZWZmvfOUrufTSSzN69OjsvffexbaHHnpoxo8fn0GDBjU757/+9a9suumm2WyzzdK9e/cceeSRee6559K9e/d07949J5100jJ1LFq0KJ/4xCcybNiwDBs2LN/5zneSJIcffnhx2+c+97k0NjYu9z5++tOfpqGhIVdffXU23HDDTJ06NYVCobj84he/SHl5eW677bZlAr//a968edltt93y/PPP569//Ws++9nPvt+PFYBV8KQfAAAA8KFce+21GTBgQP77v/+72fZx48bl+9//fl5++eXstddeuf7665cJ9mbOnJk//vGPmTx58tosGWCNGzFiRCorK3PPPfekvr4+P/3pT3PaaacV9//whz8svjPvS1/6UnF7u3bt0qNHj8ybN6+4rVAo5J///Gd22GGHNDQ05I477mj2dOBpp51WfL/efxo+fHjefPPN4npTU1OSZIMNNiiGdF/5yldy5JFHLvceKisrkyTDhg3LhAkTMmjQoNxzzz3p169fbrzxxpx88sm57rrrsueee67y8+jcuXP+8pe/ZJNNNkmHDh1y+eWXL3NMoVDI/Pnz07lz51WeD4BlCf0AAACAD2XAgAHLbJs7d27222+/fP/738/vf//7fOtb38pJJ52UX//6182O+9///d8cdthh/oEX+Ng599xzs9dee+Uvf/lLdt999zQ2Nuaxxx7L5z73uWyxxRZZtGhRKisr06lTp7zzzjsrfVJu4sSJ6dKlS7beeuu0abP8ydvKysqarT/77LM57LDD0rFjx2XaXHrppcXpPZcuXZqFCxemZ8+e2WWXXVZYw+WXX57vfe972XHHHXPAAQdk9OjRuemmmzJkyJBVfhZNTU0pFArZdtttV3rc1KlT85nPfCYjR45s9vQjAKvH9J4AAABAi7v77rvTrl27nHnmmenXr19OPvnkjBkzptkxS5cuzbXXXpthw4a1UpUAa07nzp2zzTbbZPLkydlyyy1z7733pqysLM8++2zx6bgzzzwznTp1yu67777ME89LlixJknTr1i233XZbvvzlLyd592m45Vm6dGmz9a222irPPfdcJk6cmEmTJmXSpEl5+eWXkyQPPvhgcdtrr72WyZMnZ8cdd1zhvRQKhTz//POpqalJfX19Ro0alb59+2bhwoWZMWPGKj+LQqFQfMrwPZWVlXnuuefyyiuvZMqUKZkyZUquu+66zJw5c4XvGARg5TzpBwAAALS4GTNmZNasWenatWuSd5/yqK+vz6JFi9K+ffskycMPP5z11lsvW2+9dWuWCtDibrnlltxyyy3561/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",
      "text/plain": [
       "<Figure size 1800x1200 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "vis_save_dir = './figs/10gb_data'\n",
    "#异常值处理\n",
    "ddf_processed, report = preprocess_dataframe(ddf)\n",
    "visualize_preprocessing_report(report, savedir=vis_save_dir)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [],
   "source": [
    "import sys\n",
    "if 'analyze' in sys.modules:\n",
    "    del sys.modules['analyze']  # 删除缓存\n",
    "from analyze import HighValueUserAnalyzer # 重新导入\n",
    "\n",
    "# 初始化分析器\n",
    "analyzer = HighValueUserAnalyzer(ddf=ddf)\n",
    "\n",
    "# 执行特征工程\n",
    "features = analyzer.feature_engineering()\n",
    "\n",
    "# 用户分群（自动调用特征工程）\n",
    "clustered_df = analyzer.cluster_users(n_clusters=5) \n",
    "\n",
    "# 训练预测模型\n",
    "model = analyzer.train_prediction_model()\n",
    "\n",
    "# 生成可视化报告\n",
    "analyzer.generate_radar_chart(output_path='user_clusters.html')"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "detection",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.9.20"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
